APIs & Services
Smart Reply Service
A backend service that generates context-aware reply drafts from conversation history, user metadata, and response rules.
2023 / APIs & Services / Node.js / TypeScript / Fastify / Redis / OpenAI
- Year
- 2023
- Category
- APIs & Services
- Status
- Maintained
Intro
Smart Reply Service is a backend service that generates context-aware reply drafts for messaging and support products. It keeps request shaping, response constraints, and service reliability in one place so suggestions can be integrated safely.
Problem
Reply generation is hard to maintain when prompt logic, context assembly, and delivery live inside the product codebase.
Approach
I separated the capability into a dedicated service with typed request contracts, prompt policies, and response guards for downstream integration.
Stack
Node.js / TypeScript / Fastify / Redis / OpenAI
Highlights
- Built a stateless API layer with clear request and response schemas.
- Added prompt controls for tone, length, and exclusion rules.
- Used caching for repeated context assembly paths.
- Designed the service to plug into messaging and support workflows cleanly.
Links
Repository freshness
- Repo
- Smart Reply Service
- Language
- TypeScript
- Updated
- Nov 29, 2025